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Bilevel approaches for learning of variational imaging models
Book PartAbstract: We review some recent learning approaches in variational imaging based on bilevel optimization and ePalabras claves:Bilevel optimization, image denoising, Supervised learning, Variational methodsAutores:Calatroni L., Chung Cao, Juan Carlos De Los Reyes, Schönlieb C.B., Valkonen T.Fuentes:scopusInfimal convolution of data discrepancies for mixed noise removal
ArticleAbstract: We consider the problem of image denoising in the presence of noise whose statistical properties arePalabras claves:Huber regularization, image denoising, Mixed noise distribution, Semismooth newton optimization, Total variation regularizationAutores:Calatroni L., Juan Carlos De Los Reyes, Schönlieb C.B.Fuentes:googlescopusImage denoising: Learning the noise model via nonsmooth PDE-constrained optimization
ArticleAbstract: We propose a nonsmooth PDE-constrained optimization approach for the determination of the correct noPalabras claves:Huber regularization, image denoising, Noise distribution, PDE-constrained optimizationAutores:Juan Carlos De Los Reyes, Schönlieb C.B.Fuentes:googlescopus